Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	47
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.3 KiB
Average record size in memory	116.0 B

Variable types

Numeric	13
Categorical	1

Alerts

`kmeans_labels` has constant value ""	Constant
`Ash` is highly overall correlated with `Ash_Alcanity`	High correlation
`Ash_Alcanity` is highly overall correlated with `Ash`	High correlation
`Color_Intensity` is highly overall correlated with `Hue` and 1 other fields	High correlation
`Flavanoids` is highly overall correlated with `Nonflavanoid_Phenols` and 3 other fields	High correlation
`Hue` is highly overall correlated with `Color_Intensity` and 2 other fields	High correlation
`Nonflavanoid_Phenols` is highly overall correlated with `Flavanoids`	High correlation
`OD280` is highly overall correlated with `Color_Intensity` and 3 other fields	High correlation
`Proanthocyanins` is highly overall correlated with `Flavanoids` and 1 other fields	High correlation
`Total_Phenols` is highly overall correlated with `Flavanoids` and 3 other fields	High correlation

Reproduction

Analysis started	2023-11-28 13:22:32.365781
Analysis finished	2023-11-28 13:23:01.662127
Duration	29.3 seconds
Software version	ydata-profiling vv4.6.2
Download configuration	config.json

Alcohol
Real number (ℝ)

Distinct	43
Distinct (%)	91.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.052979

Minimum	11.46
Maximum	14.38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	11.46
5-th percentile	12.012
Q1	12.7
median	13.05
Q3	13.495
95-th percentile	14.186
Maximum	14.38
Range	2.92
Interquartile range (IQR)	0.795

Descriptive statistics

Standard deviation	0.66502996
Coefficient of variation (CV)	0.050948521
Kurtosis	-0.33143242
Mean	13.052979
Median Absolute Deviation (MAD)	0.44
Skewness	-0.13478552
Sum	613.49
Variance	0.44226485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
12.93	2	4.3%
13.4	2	4.3%
12.7	2	4.3%
12.25	2	4.3%
13.64	1	2.1%
12.45	1	2.1%
13.32	1	2.1%
13.08	1	2.1%
13.5	1	2.1%
12.79	1	2.1%
Other values (33)	33	70.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.46	1	2.1%
11.87	1	2.1%
12	1	2.1%
12.04	1	2.1%
12.2	1	2.1%
12.25	2	4.3%
12.29	1	2.1%
12.36	1	2.1%
12.42	1	2.1%
12.45	1	2.1%

Value	Count	Frequency (%)
14.38	1	2.1%
14.22	1	2.1%
14.21	1	2.1%
14.13	1	2.1%
13.88	1	2.1%
13.84	1	2.1%
13.73	1	2.1%
13.69	1	2.1%
13.64	1	2.1%
13.62	1	2.1%

Malic_Acid
Real number (ℝ)

Distinct	43
Distinct (%)	91.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7289362

Minimum	2.67
Maximum	5.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	2.67
5-th percentile	2.969
Q1	3.265
median	3.74
Q3	4.07
95-th percentile	4.687
Maximum	5.04
Range	2.37
Interquartile range (IQR)	0.805

Descriptive statistics

Standard deviation	0.57217067
Coefficient of variation (CV)	0.15344073
Kurtosis	-0.45435803
Mean	3.7289362
Median Absolute Deviation (MAD)	0.44
Skewness	0.34844195
Sum	175.26
Variance	0.32737928
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
3.43	2	4.3%
3.59	2	4.3%
3.17	2	4.3%
3.03	2	4.3%
3.26	1	2.1%
3.24	1	2.1%
3.9	1	2.1%
3.12	1	2.1%
2.67	1	2.1%
3.3	1	2.1%
Other values (33)	33	70.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.67	1	2.1%
2.81	1	2.1%
2.96	1	2.1%
2.99	1	2.1%
3.03	2	4.3%
3.1	1	2.1%
3.12	1	2.1%
3.17	2	4.3%
3.24	1	2.1%
3.26	1	2.1%

Value	Count	Frequency (%)
5.04	1	2.1%
4.95	1	2.1%
4.72	1	2.1%
4.61	1	2.1%
4.6	1	2.1%
4.43	1	2.1%
4.36	1	2.1%
4.31	1	2.1%
4.3	1	2.1%
4.28	1	2.1%

Ash
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4004255

Minimum	1.82
Maximum	2.86
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	1.82
5-th percentile	2.036
Q1	2.28
median	2.38
Q3	2.55
95-th percentile	2.727
Maximum	2.86
Range	1.04
Interquartile range (IQR)	0.27

Descriptive statistics

Standard deviation	0.21299069
Coefficient of variation (CV)	0.088730387
Kurtosis	0.30558081
Mean	2.4004255
Median Absolute Deviation (MAD)	0.13
Skewness	-0.25175202
Sum	112.82
Variance	0.045365032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
2.38	4	8.5%
2.48	3	6.4%
2.54	2	4.3%
2.35	2	4.3%
2.36	2	4.3%
2.26	2	4.3%
2.28	2	4.3%
2.4	2	4.3%
2.32	2	4.3%
2.2	1	2.1%
Other values (25)	25	53.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.82	1	2.1%
1.98	1	2.1%
2	1	2.1%
2.12	1	2.1%
2.15	1	2.1%
2.19	1	2.1%
2.2	1	2.1%
2.21	1	2.1%
2.23	1	2.1%
2.26	2	4.3%

Value	Count	Frequency (%)
2.86	1	2.1%
2.74	1	2.1%
2.73	1	2.1%
2.72	1	2.1%
2.7	1	2.1%
2.65	1	2.1%
2.64	1	2.1%
2.62	1	2.1%
2.61	1	2.1%
2.6	1	2.1%

Ash_Alcanity
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	48.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.621277

Minimum	13.2
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	13.2
5-th percentile	16
Q1	18.95
median	21
Q3	22.25
95-th percentile	24.85
Maximum	27
Range	13.8
Interquartile range (IQR)	3.3

Descriptive statistics

Standard deviation	2.7740988
Coefficient of variation (CV)	0.13452605
Kurtosis	0.54846858
Mean	20.621277
Median Absolute Deviation (MAD)	2
Skewness	-0.1135521
Sum	969.2
Variance	7.6956244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
20	5	10.6%
21	5	10.6%
19.5	4	8.5%
21.5	4	8.5%
22	3	6.4%
18.5	3	6.4%
23	3	6.4%
19	2	4.3%
16	2	4.3%
22.5	2	4.3%
Other values (13)	14	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.2	1	2.1%
15.2	1	2.1%
16	2	4.3%
17.5	1	2.1%
18	1	2.1%
18.5	3	6.4%
18.6	1	2.1%
18.8	1	2.1%
18.9	1	2.1%
19	2	4.3%

Value	Count	Frequency (%)
27	1	2.1%
26.5	1	2.1%
25	1	2.1%
24.5	1	2.1%
24	2	4.3%
23.5	1	2.1%
23	3	6.4%
22.5	2	4.3%
22	3	6.4%
21.5	4	8.5%

Magnesium
Real number (ℝ)

Distinct	25
Distinct (%)	53.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.170213

Minimum	80
Maximum	128
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	80
5-th percentile	80.6
Q1	88.5
median	101
Q3	106.5
95-th percentile	118.8
Maximum	128
Range	48
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	11.801472
Coefficient of variation (CV)	0.11900219
Kurtosis	-0.46023796
Mean	99.170213
Median Absolute Deviation (MAD)	10
Skewness	0.30352491
Sum	4661
Variance	139.27475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
88	5	10.6%
102	5	10.6%
80	3	6.4%
106	3	6.4%
112	3	6.4%
96	3	6.4%
101	2	4.3%
97	2	4.3%
107	2	4.3%
111	2	4.3%
Other values (15)	17	36.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
80	3	6.4%
82	1	2.1%
85	1	2.1%
86	1	2.1%
87	1	2.1%
88	5	10.6%
89	2	4.3%
90	1	2.1%
92	2	4.3%
96	3	6.4%

Value	Count	Frequency (%)
128	1	2.1%
123	1	2.1%
120	1	2.1%
116	1	2.1%
113	1	2.1%
112	3	6.4%
111	2	4.3%
107	2	4.3%
106	3	6.4%
104	1	2.1%

Total_Phenols
Real number (ℝ)

HIGH CORRELATION

Distinct	38
Distinct (%)	80.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9487234

Minimum	0.98
Maximum	3.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	0.98
5-th percentile	1.286
Q1	1.52
median	1.8
Q3	2.31
95-th percentile	2.958
Maximum	3.25
Range	2.27
Interquartile range (IQR)	0.79

Descriptive statistics

Standard deviation	0.5713014
Coefficient of variation (CV)	0.293167
Kurtosis	-0.43228403
Mean	1.9487234
Median Absolute Deviation (MAD)	0.32
Skewness	0.71742329
Sum	91.59
Variance	0.32638529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1.7	3	6.4%
1.8	3	6.4%
1.38	2	4.3%
2.85	2	4.3%
1.65	2	4.3%
1.48	2	4.3%
2	2	4.3%
2.7	1	2.1%
1.9	1	2.1%
1.93	1	2.1%
Other values (28)	28	59.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.98	1	2.1%
1.25	1	2.1%
1.28	1	2.1%
1.3	1	2.1%
1.38	2	4.3%
1.39	1	2.1%
1.4	1	2.1%
1.41	1	2.1%
1.48	2	4.3%
1.5	1	2.1%

Value	Count	Frequency (%)
3.25	1	2.1%
3.18	1	2.1%
3	1	2.1%
2.86	1	2.1%
2.85	2	4.3%
2.83	1	2.1%
2.7	1	2.1%
2.64	1	2.1%
2.45	1	2.1%
2.41	1	2.1%

Flavanoids
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	87.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3410638

Minimum	0.34
Maximum	3.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	0.34
5-th percentile	0.473
Q1	0.625
median	0.92
Q3	1.94
95-th percentile	3.03
Maximum	3.17
Range	2.83
Interquartile range (IQR)	1.315

Descriptive statistics

Standard deviation	0.90544064
Coefficient of variation (CV)	0.67516596
Kurtosis	-0.78262439
Mean	1.3410638
Median Absolute Deviation (MAD)	0.42
Skewness	0.8527147
Sum	63.03
Variance	0.81982276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
3.03	2	4.3%
0.92	2	4.3%
0.6	2	4.3%
0.47	2	4.3%
0.76	2	4.3%
0.83	2	4.3%
0.7	1	2.1%
0.56	1	2.1%
0.66	1	2.1%
0.58	1	2.1%
Other values (31)	31	66.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.34	1	2.1%
0.47	2	4.3%
0.48	1	2.1%
0.49	1	2.1%
0.5	1	2.1%
0.52	1	2.1%
0.55	1	2.1%
0.56	1	2.1%
0.58	1	2.1%
0.6	2	4.3%

Value	Count	Frequency (%)
3.17	1	2.1%
3.04	1	2.1%
3.03	2	4.3%
2.99	1	2.1%
2.68	1	2.1%
2.65	1	2.1%
2.63	1	2.1%
2.58	1	2.1%
2.55	1	2.1%
2.41	1	2.1%

Nonflavanoid_Phenols
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	55.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40255319

Minimum	0.17
Maximum	0.63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	0.17
5-th percentile	0.203
Q1	0.28
median	0.43
Q3	0.5
95-th percentile	0.607
Maximum	0.63
Range	0.46
Interquartile range (IQR)	0.22

Descriptive statistics

Standard deviation	0.12846025
Coefficient of variation (CV)	0.31911372
Kurtosis	-0.95356269
Mean	0.40255319
Median Absolute Deviation (MAD)	0.1
Skewness	-0.15636798
Sum	18.92
Variance	0.016502035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0.43	7	14.9%
0.4	4	8.5%
0.53	3	6.4%
0.27	3	6.4%
0.5	3	6.4%
0.24	3	6.4%
0.45	2	4.3%
0.47	2	4.3%
0.17	2	4.3%
0.61	2	4.3%
Other values (16)	16	34.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.17	2	4.3%
0.2	1	2.1%
0.21	1	2.1%
0.22	1	2.1%
0.24	3	6.4%
0.25	1	2.1%
0.27	3	6.4%
0.29	1	2.1%
0.3	1	2.1%
0.32	1	2.1%

Value	Count	Frequency (%)
0.63	1	2.1%
0.61	2	4.3%
0.6	1	2.1%
0.58	1	2.1%
0.56	1	2.1%
0.53	3	6.4%
0.52	1	2.1%
0.5	3	6.4%
0.48	1	2.1%
0.47	2	4.3%

Proanthocyanins
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	78.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3644681

Minimum	0.55
Maximum	3.58
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	0.55
5-th percentile	0.736
Q1	0.91
median	1.25
Q3	1.64
95-th percentile	2.624
Maximum	3.58
Range	3.03
Interquartile range (IQR)	0.73

Descriptive statistics

Standard deviation	0.61622557
Coefficient of variation (CV)	0.45162329
Kurtosis	3.1604942
Mean	1.3644681
Median Absolute Deviation (MAD)	0.37
Skewness	1.5925393
Sum	64.13
Variance	0.37973395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
1.14	3	6.4%
1.35	3	6.4%
1.25	3	6.4%
1.87	2	4.3%
0.8	2	4.3%
1.66	2	4.3%
0.83	2	4.3%
1.46	1	2.1%
1.15	1	2.1%
0.94	1	2.1%
Other values (27)	27	57.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.55	1	2.1%
0.68	1	2.1%
0.73	1	2.1%
0.75	1	2.1%
0.8	2	4.3%
0.81	1	2.1%
0.83	2	4.3%
0.84	1	2.1%
0.86	1	2.1%
0.88	1	2.1%

Value	Count	Frequency (%)
3.58	1	2.1%
2.91	1	2.1%
2.81	1	2.1%
2.19	1	2.1%
2.08	1	2.1%
1.98	1	2.1%
1.95	1	2.1%
1.87	2	4.3%
1.71	1	2.1%
1.66	2	4.3%

Color_Intensity
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9168085

Minimum	1.28
Maximum	10.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	1.28
5-th percentile	2.381
Q1	4.355
median	5.24
Q3	7.93
95-th percentile	10.442
Maximum	10.8
Range	9.52
Interquartile range (IQR)	3.575

Descriptive statistics

Standard deviation	2.5532631
Coefficient of variation (CV)	0.43152709
Kurtosis	-0.7844429
Mean	5.9168085
Median Absolute Deviation (MAD)	1.84
Skewness	0.37739724
Sum	278.09
Variance	6.5191526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
5.1	2	4.3%
7.65	2	4.3%
4.9	2	4.3%
5.88	1	2.1%
8.42	1	2.1%
9.4	1	2.1%
8.6	1	2.1%
10.8	1	2.1%
10.52	1	2.1%
9.01	1	2.1%
Other values (34)	34	72.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.28	1	2.1%
2.08	1	2.1%
2.3	1	2.1%
2.57	1	2.1%
2.6	1	2.1%
2.8	1	2.1%
2.9	1	2.1%
3.4	1	2.1%
3.85	1	2.1%
4	1	2.1%

Value	Count	Frequency (%)
10.8	1	2.1%
10.68	1	2.1%
10.52	1	2.1%
10.26	1	2.1%
10.2	1	2.1%
9.4	1	2.1%
9.2	1	2.1%
9.01	1	2.1%
8.6	1	2.1%
8.5	1	2.1%

Hue
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	72.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.77361702

Minimum	0.48
Maximum	1.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	0.48
5-th percentile	0.553
Q1	0.63
median	0.75
Q3	0.89
95-th percentile	1.037
Maximum	1.42
Range	0.94
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.18388826
Coefficient of variation (CV)	0.23769935
Kurtosis	2.1124349
Mean	0.77361702
Median Absolute Deviation (MAD)	0.14
Skewness	1.0519761
Sum	36.36
Variance	0.033814894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0.75	3	6.4%
0.89	3	6.4%
0.67	2	4.3%
0.78	2	4.3%
0.57	2	4.3%
0.59	2	4.3%
0.56	2	4.3%
0.7	2	4.3%
0.96	2	4.3%
0.87	2	4.3%
Other values (24)	25	53.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.48	1	2.1%
0.54	1	2.1%
0.55	1	2.1%
0.56	2	4.3%
0.57	2	4.3%
0.58	1	2.1%
0.59	2	4.3%
0.6	1	2.1%
0.61	1	2.1%
0.65	1	2.1%

Value	Count	Frequency (%)
1.42	1	2.1%
1.19	1	2.1%
1.04	1	2.1%
1.03	1	2.1%
0.96	2	4.3%
0.93	1	2.1%
0.92	1	2.1%
0.91	2	4.3%
0.89	3	6.4%
0.87	2	4.3%

OD280
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	85.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1508511

Minimum	1.27
Maximum	3.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	1.27
5-th percentile	1.309
Q1	1.59
median	1.86
Q3	2.82
95-th percentile	3.496
Maximum	3.64
Range	2.37
Interquartile range (IQR)	1.23

Descriptive statistics

Standard deviation	0.72792687
Coefficient of variation (CV)	0.33843667
Kurtosis	-0.82615047
Mean	2.1508511
Median Absolute Deviation (MAD)	0.3
Skewness	0.74932768
Sum	101.09
Variance	0.52987752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1.56	3	6.4%
1.75	3	6.4%
3	2	4.3%
1.82	2	4.3%
1.33	2	4.3%
3.36	1	2.1%
1.47	1	2.1%
2	1	2.1%
1.68	1	2.1%
1.86	1	2.1%
Other values (30)	30	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.27	1	2.1%
1.29	1	2.1%
1.3	1	2.1%
1.33	2	4.3%
1.42	1	2.1%
1.47	1	2.1%
1.51	1	2.1%
1.56	3	6.4%
1.58	1	2.1%
1.6	1	2.1%

Value	Count	Frequency (%)
3.64	1	2.1%
3.53	1	2.1%
3.52	1	2.1%
3.44	1	2.1%
3.36	1	2.1%
3.33	1	2.1%
3.13	1	2.1%
3.12	1	2.1%
3.05	1	2.1%
3	2	4.3%

Proline
Real number (ℝ)

Distinct	39
Distinct (%)	83.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	631.95745

Minimum	365
Maximum	1080
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	752.0 B

Quantile statistics

Minimum	365
5-th percentile	387.8
Q1	520
median	590
Q3	707.5
95-th percentile	988.5
Maximum	1080
Range	715
Interquartile range (IQR)	187.5

Descriptive statistics

Standard deviation	172.62386
Coefficient of variation (CV)	0.27315742
Kurtosis	0.59322894
Mean	631.95745
Median Absolute Deviation (MAD)	90
Skewness	0.86813603
Sum	29702
Variance	29798.998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
520	3	6.4%
675	2	4.3%
480	2	4.3%
600	2	4.3%
580	2	4.3%
550	2	4.3%
680	2	4.3%
630	1	2.1%
685	1	2.1%
695	1	2.1%
Other values (29)	29	61.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
365	1	2.1%
372	1	2.1%
380	1	2.1%
406	1	2.1%
415	1	2.1%
463	1	2.1%
480	2	4.3%
500	1	2.1%
510	1	2.1%
515	1	2.1%

Value	Count	Frequency (%)
1080	1	2.1%
1065	1	2.1%
1035	1	2.1%
880	1	2.1%
855	1	2.1%
845	1	2.1%
835	1	2.1%
830	1	2.1%
770	1	2.1%
760	1	2.1%

kmeans_labels
Categorical

CONSTANT

Distinct	1
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	752.0 B

1	47

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	47
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	47	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	47	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	47	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	47	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	47	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	47	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	47	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	47	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	47	100.0%

Auto

Heatmap
Table

	Alcohol	Ash	Ash_Alcanity	Color_Intensity	Flavanoids	Hue	Magnesium	Malic_Acid	Nonflavanoid_Phenols	OD280	Proanthocyanins	Proline	Total_Phenols
Alcohol	1.000	0.154	-0.075	0.347	-0.060	0.062	0.249	0.167	0.038	-0.075	-0.021	0.271	0.022
Ash	0.154	1.000	0.572	0.200	-0.071	0.081	0.311	-0.083	0.111	-0.009	-0.158	0.026	0.092
Ash_Alcanity	-0.075	0.572	1.000	0.184	-0.328	-0.187	-0.012	0.071	0.351	-0.349	-0.214	-0.282	-0.180
Color_Intensity	0.347	0.200	0.184	1.000	-0.316	-0.624	0.358	-0.112	0.114	-0.618	-0.204	0.206	-0.384
Flavanoids	-0.060	-0.071	-0.328	-0.316	1.000	0.391	0.221	0.071	-0.618	0.560	0.763	0.009	0.714
Hue	0.062	0.081	-0.187	-0.624	0.391	1.000	0.022	-0.057	-0.083	0.699	0.285	0.114	0.524
Magnesium	0.249	0.311	-0.012	0.358	0.221	0.022	1.000	-0.193	-0.443	-0.077	0.125	0.399	0.036
Malic_Acid	0.167	-0.083	0.071	-0.112	0.071	-0.057	-0.193	1.000	-0.018	0.054	0.188	-0.016	0.131
Nonflavanoid_Phenols	0.038	0.111	0.351	0.114	-0.618	-0.083	-0.443	-0.018	1.000	-0.217	-0.305	-0.114	-0.189
OD280	-0.075	-0.009	-0.349	-0.618	0.560	0.699	-0.077	0.054	-0.217	1.000	0.466	0.085	0.701
Proanthocyanins	-0.021	-0.158	-0.214	-0.204	0.763	0.285	0.125	0.188	-0.305	0.466	1.000	0.083	0.677
Proline	0.271	0.026	-0.282	0.206	0.009	0.114	0.399	-0.016	-0.114	0.085	0.083	1.000	0.165
Total_Phenols	0.022	0.092	-0.180	-0.384	0.714	0.524	0.036	0.131	-0.189	0.701	0.677	0.165	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Alcohol	Malic_Acid	Ash	Ash_Alcanity	Magnesium	Total_Phenols	Flavanoids	Nonflavanoid_Phenols	Proanthocyanins	Color_Intensity	Hue	OD280	Proline	kmeans_labels
19	13.64	3.10	2.56	15.2	116	2.70	3.03	0.17	1.66	5.10	0.96	3.36	845	1
21	12.93	3.80	2.65	18.6	102	2.41	2.41	0.25	1.98	4.50	1.03	3.52	770	1
39	14.22	3.99	2.51	13.2	128	3.00	3.04	0.20	2.08	5.10	0.89	3.53	760	1
41	13.41	3.84	2.12	18.8	90	2.45	2.68	0.27	1.48	4.28	0.91	3.00	1035	1
43	13.24	3.98	2.29	17.5	103	2.64	2.63	0.32	1.66	4.36	0.82	3.00	680	1
45	14.21	4.04	2.44	18.9	111	2.85	2.65	0.30	1.25	5.24	0.87	3.33	1080	1
46	14.38	3.59	2.28	16.0	102	3.25	3.17	0.27	2.19	4.90	1.04	3.44	1065	1
79	12.70	3.87	2.40	23.0	101	2.83	2.55	0.43	1.95	2.57	1.19	3.13	463	1
83	13.05	3.86	2.32	22.5	85	1.65	1.59	0.61	1.62	4.80	0.84	2.01	515	1
99	12.29	3.17	2.21	18.0	88	2.85	2.99	0.45	2.81	2.30	1.42	2.83	406	1

	Alcohol	Malic_Acid	Ash	Ash_Alcanity	Magnesium	Total_Phenols	Flavanoids	Nonflavanoid_Phenols	Proanthocyanins	Color_Intensity	Hue	OD280	Proline	kmeans_labels
162	12.85	3.27	2.58	22.0	106	1.65	0.60	0.60	0.96	5.58	0.87	2.11	570	1
163	12.96	3.45	2.35	18.5	106	1.39	0.70	0.40	0.94	5.28	0.68	1.75	675	1
165	13.73	4.36	2.26	22.5	88	1.28	0.47	0.52	1.15	6.62	0.78	1.75	520	1
166	13.45	3.70	2.60	23.0	111	1.70	0.92	0.43	1.46	10.68	0.85	1.56	695	1
167	12.82	3.37	2.30	19.5	88	1.48	0.66	0.40	0.97	10.26	0.72	1.75	685	1
169	13.40	4.60	2.86	25.0	112	1.98	0.96	0.27	1.11	8.50	0.67	1.92	630	1
170	12.20	3.03	2.32	19.0	96	1.25	0.49	0.40	0.73	5.50	0.66	1.83	510	1
174	13.40	3.91	2.48	23.0	102	1.80	0.75	0.43	1.41	7.30	0.70	1.56	750	1
175	13.27	4.28	2.26	20.0	120	1.59	0.69	0.43	1.35	10.20	0.59	1.56	835	1
177	14.13	4.10	2.74	24.5	96	2.05	0.76	0.56	1.35	9.20	0.61	1.60	560	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample